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Record W7106264114 · doi:10.1590/1980531411454

DISPOSITIFS DE RECHERCHE-FORMATION POUR PROFESSIONNALISER LES ENSEIGNANT·E·S

2025· article· fr· W7106264114 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCadernos de Pesquisa · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsUniversité de MontréalUniversité Laval
Fundersnot available
KeywordsPerspective (graphical)ElaborationContext (archaeology)Service (business)

Abstract

fetched live from OpenAlex

Résumé Les questions concernant les relations entre recherche et formation demeurent un enjeu majeur dans la formation des enseignant·e·s. Afin de réfléchir aux apports de la recherche, nous avons analysé les liens entre recherche et formation à partir de la mise en perspective de deux dispositifs développés en Suisse et au Québec. Ces dispositifs mobilisent des activités issues de la recherche en éducation au service du développement professionnel des enseignant·e·s et contribuent à leur entrée dans le métier dans des bonnes conditions. Dans notre perspective, ce travail permet de dresser des indications utiles pour la conception et mise en place de dispositifs adéquats en formation initiale et continue des enseignant·e·s.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.485
Threshold uncertainty score0.862

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.476
GPT teacher head0.534
Teacher spread0.058 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it